#code-switching News & Analysis

2 articles tagged with #code-switching. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · May 296/10

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Beyond Bilingual Transfer: Multilingual Code-Switching in Instruction Tuning

Researchers demonstrate that multilingual code-switching—mixing multiple languages within training data—improves large language model performance across four languages (English, Japanese, Korean, Chinese) simultaneously, extending previous bilingual findings to truly multilingual settings and showing consistent performance gains on cross-lingual benchmarks.

AINeutralarXiv – CS AI · Mar 94/10

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Conditioning LLMs to Generate Code-Switched Text

Researchers developed a methodology to fine-tune large language models (LLMs) for generating code-switched text between English and Spanish by back-translating natural code-switched sentences into monolingual English. The study found that fine-tuning significantly improves LLMs' ability to generate fluent code-switched text, and that LLM-based evaluation methods align better with human preferences than traditional metrics.